Evidence map›Paper›PMID 42787755›Full record

ArticleFrontiers in nutrition2026

Dietary behaviors, nutrition-monitoring technology use, and their socio-demographic determinants among Moroccan adults: a cross-sectional study.

Morad Kaddouri, Salah Chaji, Omar Ait El Alia, Zakaria Asbai, Abdelaziz Ait Melloul, Morad Oubouali, Nouhaila Ajbli, Sana El Fadeli, Abdelaaty A Shahat, Rashed N Herqash and 2 more

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Article in Frontiers in nutrition, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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1 · What the graph read from it

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2 · The registry

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3 · Its place in the literature

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4 · The record

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5 · Who and what money

Authors and funding

12 authors.

Morad KaddouriLaboratory of the Engineering and Applied Technologies, Higher School of Technology, Sultan Moulay Slimane University, Beni Mellal, Morocco.
Salah ChajiDepartment of Drug Science and Technology, University of Turin, Turin, Italy.
Omar Ait El AliaLaboratory of the Engineering and Applied Technologies, Higher School of Technology, Sultan Moulay Slimane University, Beni Mellal, Morocco.
Zakaria AsbaiLaboratory of Biochemistry, Agri-Food Materials and Environment, Hassan 2 University of Casablanca, Mohammedia, Morocco.
Abdelaziz Ait MelloulLaboratory of Water Sciences, Microbial Biotechnologies and Natural Resources Sustainability (AQUABIOTECH), Unit of Microbial Biotechnology, AgroSciences and Environment (BIOMAGE)-CNRST Labeled Research Unit N° 4, Faculty of Sciences Semlalia, Cadi Ayyad University (UCA), Marrakech, Morocco.
Morad OuboualiLaboratory of the Engineering and Applied Technologies, Higher School of Technology, Sultan Moulay Slimane University, Beni Mellal, Morocco.
Nouhaila AjbliLaboratory of the Engineering and Applied Technologies, Higher School of Technology, Sultan Moulay Slimane University, Beni Mellal, Morocco.
Sana El FadeliLaboratory of Computer Mathematics and Modeling of Complex Systems, Higher School of Technology of Essaouira, Cadi Ayyad University, Essaouira, Morocco.
Abdelaaty A ShahatDepartment of Pharmacognosy, College of Pharmacy, King Saud University, Riyadh, Saudi Arabia.
Rashed N HerqashCenter for Research on Medicinal, Aromatic, and Poisonous Plants, DSR, King Saud University, Riyadh, Saudi Arabia.
Joe Miantezila BasiluaDepartment of Biostatistics and Mathematics, Faculty of Pharmacy, Paris Cité University, Paris, France.
Khalid BoutoialLaboratory of the Engineering and Applied Technologies, Higher School of Technology, Sultan Moulay Slimane University, Beni Mellal, Morocco.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Problem considered: In our sample of urban, educated Moroccan adults, we observed dietary patterns suggestive of a nutrition transition, characterized by high consumption of both traditional healthy foods and processed, energy-dense items. This study assessed dietary practices, dieting habits, and use of nutrition-monitoring technologies among Moroccan adults, and examined socio-demographic associated factors. Methods: A cross-sectional online survey was conducted from October 2024 to January 2025 among 1,035 Moroccan adults. A structured questionnaire collected data on socio-demographics, dietary behaviors, dieting history, and use of nutrition monitoring technologies. BMI was calculated from self-reported weight and height. Associations were tested using chi-square analysis with Bonferroni correction for multiple comparisons; multivariable multinomial logistic regression was also performed to assess independent associations. Results: Participants were predominantly urban (82.9%) and university-educated (79.8%). Overweight/obesity prevalence was 60.9%. Fresh fruit (89.7%) and vegetable (89.0%) consumption was high, but high-fat foods (76.6%) and sweetened beverages (49.1%) were also widely consumed. Half (49.6%) had previously dieted, mainly sugar-free or low-calorie, yet only 9.5% used digital tools for dietary monitoring. After Bonferroni correction, significant associations remained for adding salt after cooking with education ( Conclusion: In our sample of urban, educated Moroccan adults, we observed dietary patterns that suggest a co-existence of traditional healthy foods with unhealthy items. Overweight/obesity is highly prevalent in this population subgroup. Despite interest in dieting, use of nutrition-monitoring technology remains very low in our sample. Hypothesis-generating suggestions include culturally adapted digital tools and targeted interventions, but confirmatory studies using probability sampling are needed.

Indexed as

cross-sectional studydietary behaviorsdigital healthMediterranean dietMorocconutrition monitoringnutrition transitionobesity

Identifiers

PMID42787755
PMCPMC13603027

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.